{
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"
    }
   },
   "cell_type": "markdown",
   "id": "812a4dbc-fe04-4b84-bdf9-390045e30806",
   "metadata": {},
   "source": [
    "## Semi-structured and Multi-modal RAG\n",
    "\n",
    "Many documents contain a mixture of content types, including text, tables, and images. \n",
    "\n",
    "Semi-structured data can be challenging for conventional RAG for at least two reasons: \n",
    "\n",
    "* Text splitting may break up tables, corrupting the data in retrieval\n",
    "* Embedding tables may pose challenges for semantic similarity search\n",
    "\n",
    "And the information captured in images is typically lost.\n",
    "\n",
    "With the emergence of multimodal LLMs, like [GPT4-V](https://openai.com/research/gpt-4v-system-card), it is worth considering how to utilize images in RAG:\n",
    "\n",
    "`Option 1:` \n",
    "\n",
    "* Use multimodal embeddings (such as [CLIP](https://openai.com/research/clip)) to embed images and text\n",
    "* Retrieve both using similarity search\n",
    "* Pass raw images and text chunks to a multimodal LLM for answer synthesis \n",
    "\n",
    "`Option 2:` \n",
    "\n",
    "* Use a multimodal LLM (such as [GPT4-V](https://openai.com/research/gpt-4v-system-card), [LLaVA](https://llava.hliu.cc/), or [FUYU-8b](https://www.adept.ai/blog/fuyu-8b)) to produce text summaries from images\n",
    "* Embed and retrieve text \n",
    "* Pass text chunks to an LLM for answer synthesis \n",
    "\n",
    "`Option 3:` \n",
    "\n",
    "* Use a multimodal LLM (such as [GPT4-V](https://openai.com/research/gpt-4v-system-card), [LLaVA](https://llava.hliu.cc/), or [FUYU-8b](https://www.adept.ai/blog/fuyu-8b)) to produce text summaries from images\n",
    "* Embed and retrieve image summaries with a reference to the raw image \n",
    "* Pass raw images and text chunks to a multimodal LLM for answer synthesis   \n",
    "\n",
    "This cookbook show how we might tackle this :\n",
    "\n",
    "* We will use [Unstructured](https://unstructured.io/) to parse images, text, and tables from documents (PDFs).\n",
    "* We will use the [multi-vector retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector) to store raw tables, text, (optionally) images along with their summaries for retrieval.\n",
    "* We will demonstrate `Option 2`, and will follow-up on the other approaches in future cookbooks.\n",
    "\n",
    "![ss_mm_rag.png](attachment:9bbbcfe4-2b85-4e76-996a-ce8d1497d34e.png)\n",
    "\n",
    "## Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "140580ef-5db0-43cc-a524-9c39e04d4df0",
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip install langchain unstructured[all-docs] pydantic lxml"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74b56bde-1ba0-4525-a11d-cab02c5659e4",
   "metadata": {},
   "source": [
    "## Data Loading\n",
    "\n",
    "### Partition PDF tables, text, and images\n",
    "  \n",
    "* `LLaVA` Paper: https://arxiv.org/pdf/2304.08485.pdf\n",
    "* Use [Unstructured](https://unstructured-io.github.io/unstructured/) to partition elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "61cbb874-ecc0-4d5d-9954-f0a41f65e0d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"/Users/rlm/Desktop/Papers/LLaVA/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e98bdeb7-eb77-42e6-a3a5-c3f27a1838d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Any\n",
    "\n",
    "from pydantic import BaseModel\n",
    "from unstructured.partition.pdf import partition_pdf\n",
    "\n",
    "# Get elements\n",
    "raw_pdf_elements = partition_pdf(\n",
    "    filename=path + \"LLaVA.pdf\",\n",
    "    # Using pdf format to find embedded image blocks\n",
    "    extract_images_in_pdf=True,\n",
    "    # Use layout model (YOLOX) to get bounding boxes (for tables) and find titles\n",
    "    # Titles are any sub-section of the document\n",
    "    infer_table_structure=True,\n",
    "    # Post processing to aggregate text once we have the title\n",
    "    chunking_strategy=\"by_title\",\n",
    "    # Chunking params to aggregate text blocks\n",
    "    # Attempt to create a new chunk 3800 chars\n",
    "    # Attempt to keep chunks > 2000 chars\n",
    "    # Hard max on chunks\n",
    "    max_characters=4000,\n",
    "    new_after_n_chars=3800,\n",
    "    combine_text_under_n_chars=2000,\n",
    "    image_output_dir_path=path,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7cdba921-5419-4471-b234-d93af3859b6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{\"<class 'unstructured.documents.elements.CompositeElement'>\": 31,\n",
       " \"<class 'unstructured.documents.elements.Table'>\": 3}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a dictionary to store counts of each type\n",
    "category_counts = {}\n",
    "\n",
    "for element in raw_pdf_elements:\n",
    "    category = str(type(element))\n",
    "    if category in category_counts:\n",
    "        category_counts[category] += 1\n",
    "    else:\n",
    "        category_counts[category] = 1\n",
    "\n",
    "# Unique_categories will have unique elements\n",
    "unique_categories = set(category_counts.keys())\n",
    "category_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5f660305-e165-4b6c-ada3-a67a422defb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "31\n"
     ]
    }
   ],
   "source": [
    "class Element(BaseModel):\n",
    "    type: str\n",
    "    text: Any\n",
    "\n",
    "\n",
    "# Categorize by type\n",
    "categorized_elements = []\n",
    "for element in raw_pdf_elements:\n",
    "    if \"unstructured.documents.elements.Table\" in str(type(element)):\n",
    "        categorized_elements.append(Element(type=\"table\", text=str(element)))\n",
    "    elif \"unstructured.documents.elements.CompositeElement\" in str(type(element)):\n",
    "        categorized_elements.append(Element(type=\"text\", text=str(element)))\n",
    "\n",
    "# Tables\n",
    "table_elements = [e for e in categorized_elements if e.type == \"table\"]\n",
    "print(len(table_elements))\n",
    "\n",
    "# Text\n",
    "text_elements = [e for e in categorized_elements if e.type == \"text\"]\n",
    "print(len(text_elements))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aa7f52f-bf5c-4ba4-af72-b2ccba59a4cf",
   "metadata": {},
   "source": [
    "## Multi-vector retriever\n",
    "\n",
    "Use [multi-vector-retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary).\n",
    "\n",
    "Summaries are used to retrieve raw tables and / or raw chunks of text.\n",
    "\n",
    "### Text and Table summaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "523e6ed2-2132-4748-bdb7-db765f20648d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_core.output_parsers import StrOutputParser\n",
    "from langchain_core.prompts import ChatPromptTemplate\n",
    "from langchain_openai import ChatOpenAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "22c22e3f-42fb-4a4a-a87a-89f10ba8ab99",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prompt\n",
    "prompt_text = \"\"\"You are an assistant tasked with summarizing tables and text. \\\n",
    "Give a concise summary of the table or text. Table or text chunk: {element} \"\"\"\n",
    "prompt = ChatPromptTemplate.from_template(prompt_text)\n",
    "\n",
    "# Summary chain\n",
    "model = ChatOpenAI(temperature=0, model=\"gpt-4\")\n",
    "summarize_chain = {\"element\": lambda x: x} | prompt | model | StrOutputParser()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f176b374-aef0-48f4-a104-fb26b1dd6922",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply to text\n",
    "texts = [i.text for i in text_elements]\n",
    "text_summaries = summarize_chain.batch(texts, {\"max_concurrency\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61a6ac00-ebbe-4608-9ae5-40f81541e37f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply to tables\n",
    "tables = [i.text for i in table_elements]\n",
    "table_summaries = summarize_chain.batch(tables, {\"max_concurrency\": 5})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b1feadda-8171-4aed-9a60-320a88dc9ee1",
   "metadata": {},
   "source": [
    "### Images\n",
    "\n",
    "We will implement `Option 2` discussed above: \n",
    "\n",
    "* Use a multimodal LLM ([LLaVA](https://llava.hliu.cc/)) to produce text summaries from images\n",
    "* Embed and retrieve text \n",
    "* Pass text chunks to an LLM for answer synthesis \n",
    "\n",
    "#### Image summaries \n",
    "\n",
    "We will use [LLaVA](https://github.com/haotian-liu/LLaVA/), an open source multimodal model.\n",
    " \n",
    "We will use [llama.cpp](https://github.com/ggerganov/llama.cpp/pull/3436) to run LLaVA locally (e.g., on a Mac laptop):\n",
    "\n",
    "* Clone [llama.cpp](https://github.com/ggerganov/llama.cpp)\n",
    "* Download the LLaVA model: `mmproj-model-f16.gguf` and one of `ggml-model-[f16|q5_k|q4_k].gguf` from [LLaVA 7b repo](https://huggingface.co/mys/ggml_llava-v1.5-7b/tree/main)\n",
    "* Build\n",
    "```\n",
    "mkdir build && cd build && cmake ..\n",
    "cmake --build .\n",
    "```\n",
    "* Run inference across images:\n",
    "```\n",
    "/Users/rlm/Desktop/Code/llama.cpp/bin/llava -m ../models/llava-7b/ggml-model-q5_k.gguf --mmproj ../models/llava-7b/mmproj-model-f16.gguf --temp 0.1 -p \"Describe the image in detail. Be specific about graphs, such as bar plots.\" --image \"$img\" > \"$output_file\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "440b20e4-a74d-4c75-b538-0ca24d581713",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%bash\n",
    "\n",
    "# Define the directory containing the images\n",
    "IMG_DIR=~/Desktop/Papers/LLaVA/\n",
    "\n",
    "# Loop through each image in the directory\n",
    "for img in \"${IMG_DIR}\"*.jpg; do\n",
    "    # Extract the base name of the image without extension\n",
    "    base_name=$(basename \"$img\" .jpg)\n",
    "\n",
    "    # Define the output file name based on the image name\n",
    "    output_file=\"${IMG_DIR}${base_name}.txt\"\n",
    "\n",
    "    # Execute the command and save the output to the defined output file\n",
    "    /Users/rlm/Desktop/Code/llama.cpp/bin/llava -m ../models/llava-7b/ggml-model-q5_k.gguf --mmproj ../models/llava-7b/mmproj-model-f16.gguf --temp 0.1 -p \"Describe the image in detail. Be specific about graphs, such as bar plots.\" --image \"$img\" > \"$output_file\"\n",
    "\n",
    "done\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a69dcd6b-0226-4173-a80d-36921824c824",
   "metadata": {},
   "source": [
    "Note: \n",
    "\n",
    "To run LLaVA with python bindings, we need a Python API to run the CLIP model. \n",
    "\n",
    "CLIP support is likely to be added to `llama.cpp` in the future.\n",
    "\n",
    "After running the above, we  fetch and clean image summaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "54924f9e-0f81-4232-8efb-8485db1063c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import os\n",
    "\n",
    "# Get all .txt file summaries\n",
    "file_paths = glob.glob(os.path.expanduser(os.path.join(path, \"*.txt\")))\n",
    "\n",
    "# Read each file and store its content in a list\n",
    "img_summaries = []\n",
    "for file_path in file_paths:\n",
    "    with open(file_path, \"r\") as file:\n",
    "        img_summaries.append(file.read())\n",
    "\n",
    "# Remove any logging prior to summary\n",
    "logging_header = \"clip_model_load: total allocated memory: 201.27 MB\\n\\n\"\n",
    "cleaned_img_summary = [s.split(logging_header, 1)[1].strip() for s in img_summaries]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67b030d4-2ac5-41b6-9245-fc3ba5771d87",
   "metadata": {},
   "source": [
    "### Add to vectorstore\n",
    "\n",
    "Use [Multi Vector Retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary) with summaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d643cc61-827d-4f3c-8242-7a7c8291ed8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import uuid\n",
    "\n",
    "from langchain.retrievers.multi_vector import MultiVectorRetriever\n",
    "from langchain.storage import InMemoryStore\n",
    "from langchain_community.vectorstores import Chroma\n",
    "from langchain_core.documents import Document\n",
    "from langchain_openai import OpenAIEmbeddings\n",
    "\n",
    "# The vectorstore to use to index the child chunks\n",
    "vectorstore = Chroma(collection_name=\"summaries\", embedding_function=OpenAIEmbeddings())\n",
    "\n",
    "# The storage layer for the parent documents\n",
    "store = InMemoryStore()\n",
    "id_key = \"doc_id\"\n",
    "\n",
    "# The retriever (empty to start)\n",
    "retriever = MultiVectorRetriever(\n",
    "    vectorstore=vectorstore,\n",
    "    docstore=store,\n",
    "    id_key=id_key,\n",
    ")\n",
    "\n",
    "# Add texts\n",
    "doc_ids = [str(uuid.uuid4()) for _ in texts]\n",
    "summary_texts = [\n",
    "    Document(page_content=s, metadata={id_key: doc_ids[i]})\n",
    "    for i, s in enumerate(text_summaries)\n",
    "]\n",
    "retriever.vectorstore.add_documents(summary_texts)\n",
    "retriever.docstore.mset(list(zip(doc_ids, texts)))\n",
    "\n",
    "# Add tables\n",
    "table_ids = [str(uuid.uuid4()) for _ in tables]\n",
    "summary_tables = [\n",
    "    Document(page_content=s, metadata={id_key: table_ids[i]})\n",
    "    for i, s in enumerate(table_summaries)\n",
    "]\n",
    "retriever.vectorstore.add_documents(summary_tables)\n",
    "retriever.docstore.mset(list(zip(table_ids, tables)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b90572a0-0377-4598-8d12-bba22a51b655",
   "metadata": {},
   "source": [
    "For `option 2` (above): \n",
    "\n",
    "* Store the image summary in the `docstore`, which we return to the LLM for answer generation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2e0f06f3-a5bc-4342-aee6-c3495d047e66",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add image summaries\n",
    "img_ids = [str(uuid.uuid4()) for _ in cleaned_img_summary]\n",
    "summary_img = [\n",
    "    Document(page_content=s, metadata={id_key: img_ids[i]})\n",
    "    for i, s in enumerate(cleaned_img_summary)\n",
    "]\n",
    "retriever.vectorstore.add_documents(summary_img)\n",
    "retriever.docstore.mset(list(zip(img_ids, cleaned_img_summary)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d667e5c-5385-48c4-b878-51dcc03cc4d0",
   "metadata": {},
   "source": [
    "For `option 3` (above): \n",
    "\n",
    "* Store the images in the `docstore`.\n",
    "* Using the image in answer synthesis will require a multimodal LLM with Python API integration.\n",
    "* GPT4-V is expected soon, and - as mentioned above - CLIP support is likely to be added to `llama.cpp` in the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c75a7b3-04f3-41eb-97e5-61af49d92104",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add images\n",
    "img_ids = [str(uuid.uuid4()) for _ in cleaned_img_summary]\n",
    "summary_img = [\n",
    "    Document(page_content=s, metadata={id_key: img_ids[i]})\n",
    "    for i, s in enumerate(cleaned_img_summary)\n",
    "]\n",
    "retriever.vectorstore.add_documents(summary_img)\n",
    "### Fetch images\n",
    "retriever.docstore.mset(\n",
    "    list(\n",
    "        zip(\n",
    "            img_ids,\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b45fb81-46b1-426e-aa2c-01aed4eac700",
   "metadata": {},
   "source": [
    "### Sanity Check retrieval\n",
    "\n",
    "The most complex table in the paper:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a5f4dd59-005a-4ff8-ad51-ea2e50d79c10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Subject Context Modality Grade Method NAT SOC LAN | TXT IMG NO | Gi6~ G7-12 | Average Representative & SoTA methods with numbers reported in the literature Human [30] 90.23 84.97 87.48 | 89.60 87.50 88.10 | 91.59 82.42 88.40 GPT-3.5 [30] 74.64 69.74 76.00 | 74.44 67.28 77.42 | 76.80 68.89 73.97 GPT-3.5 w/ CoT [30] 75.44 70.87 78.09 | 74.68 67.43 79.93 | 78.23 69.68 75.17 LLaMA-Adapter [55] 84.37 88.30 84.36 | 83.72 80.32 86.90 | 85.83 84.05 85.19 MM-CoT gase [57] 87.52 77.17 85.82 | 87.88 82.90 86.83 | 84.65 85.37 84.91 MM-CoT farge [57] 95.91 82.00 90.82 | 95.26 88.80 92.89 | 92.44 90.31 | 91.68 Results with our own experiment runs GPT-4 84.06 73.45 87.36 | 81.87 70.75 90.73 | 84.69 79.10 82.69 LLaVA 90.36 95.95 88.00 | 89.49 88.00 90.66 | 90.93 90.90 90.92 LLaVA+GPT-4 (complement) 90.36 95.50 88.55 | 89.05 87.80 91.08 | 92.22 88.73 90.97 LLaVA+GPT-4 (judge) 91.56 96.74 91.09 | 90.62 88.99 93.52 | 92.73 92.16 92.53'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tables[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f68ef8b-0fec-4b2f-a0d3-c440c74ebaa1",
   "metadata": {},
   "source": [
    "Here is the summary, which is embedded:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9eb16ea9-d932-4062-9ace-e8f77dee530b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The table presents the performance of various methods in different subject contexts and modalities. The subjects are Natural Sciences (NAT), Social Sciences (SOC), and Language (LAN). The modalities are text (TXT), image (IMG), and no modality (NO). The methods include Human, GPT-3.5, GPT-3.5 with CoT, LLaMA-Adapter, MM-CoT gase, MM-CoT farge, GPT-4, LLaVA, LLaVA+GPT-4 (complement), and LLaVA+GPT-4 (judge). The performance is measured in grades from 6 to 12. The MM-CoT farge method had the highest performance in most categories, with LLaVA+GPT-4 (judge) showing the highest results in the experiment runs.'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_summaries[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc2bcc4c-c05d-4417-aaf9-78acd754dde6",
   "metadata": {},
   "source": [
    "Here is our retrieval of that table from the natural language query:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1bea75fe-85af-4955-a80c-6e0b44a8e215",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Subject Context Modality Grade Method NAT SOC LAN | TXT IMG NO | Gi6~ G7-12 | Average Representative & SoTA methods with numbers reported in the literature Human [30] 90.23 84.97 87.48 | 89.60 87.50 88.10 | 91.59 82.42 88.40 GPT-3.5 [30] 74.64 69.74 76.00 | 74.44 67.28 77.42 | 76.80 68.89 73.97 GPT-3.5 w/ CoT [30] 75.44 70.87 78.09 | 74.68 67.43 79.93 | 78.23 69.68 75.17 LLaMA-Adapter [55] 84.37 88.30 84.36 | 83.72 80.32 86.90 | 85.83 84.05 85.19 MM-CoT gase [57] 87.52 77.17 85.82 | 87.88 82.90 86.83 | 84.65 85.37 84.91 MM-CoT farge [57] 95.91 82.00 90.82 | 95.26 88.80 92.89 | 92.44 90.31 | 91.68 Results with our own experiment runs GPT-4 84.06 73.45 87.36 | 81.87 70.75 90.73 | 84.69 79.10 82.69 LLaVA 90.36 95.95 88.00 | 89.49 88.00 90.66 | 90.93 90.90 90.92 LLaVA+GPT-4 (complement) 90.36 95.50 88.55 | 89.05 87.80 91.08 | 92.22 88.73 90.97 LLaVA+GPT-4 (judge) 91.56 96.74 91.09 | 90.62 88.99 93.52 | 92.73 92.16 92.53'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We can retrieve this table\n",
    "retriever.invoke(\"What are results for LLaMA across across domains / subjects?\")[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dbb23d5-ae66-444d-8f5f-b24107fb9c57",
   "metadata": {},
   "source": [
    "Image:"
   ]
  },
  {
   "attachments": {
    "5d505f36-17e1-4fe5-a405-f01f7a392716.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "id": "329fd4ee-4a68-4f3b-b157-a676f13ba587",
   "metadata": {},
   "source": [
    "![figure-8-1.jpg](attachment:5d505f36-17e1-4fe5-a405-f01f7a392716.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fde6f17-d244-4270-b759-68e1858d399f",
   "metadata": {},
   "source": [
    "We can retrieve this image summary:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6f52ee1e-ed46-4a81-834a-3608a1cf90ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The image features a close-up of a tray filled with various pieces of fried chicken. The chicken pieces are arranged in a way that resembles a map of the world, with some pieces placed in the shape of continents and others as countries. The arrangement of the chicken pieces creates a visually appealing and playful representation of the world, making it an interesting and creative presentation.\\n\\nmain: image encoded in   865.20 ms by CLIP (    1.50 ms per image patch)'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriever.invoke(\"Images / figures with playful and creative examples\")[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69060724-e390-4dda-8250-5f86025c874a",
   "metadata": {},
   "source": [
    "## RAG\n",
    "\n",
    "Run [RAG pipeline](https://python.langchain.com/docs/expression_language/cookbook/retrieval).\n",
    "\n",
    "For `option 1` (above): \n",
    "\n",
    "* Simply pass retrieved text chunks to LLM, as usual.\n",
    "\n",
    "For `option 2a` (above): \n",
    "\n",
    "* We would pass retrieved image and images to the multi-modal LLM.\n",
    "* This should be possible soon, once [llama-cpp-python add multi-modal support](https://github.com/abetlen/llama-cpp-python/issues/813).\n",
    "* And, of course, this will be enabled by GPT4-V API."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "771a47fa-1267-4db8-a6ae-5fde48bbc069",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_core.runnables import RunnablePassthrough\n",
    "\n",
    "# Prompt template\n",
    "template = \"\"\"Answer the question based only on the following context, which can include text and tables:\n",
    "{context}\n",
    "Question: {question}\n",
    "\"\"\"\n",
    "prompt = ChatPromptTemplate.from_template(template)\n",
    "\n",
    "# Option 1: LLM\n",
    "model = ChatOpenAI(temperature=0, model=\"gpt-4\")\n",
    "# Option 2: Multi-modal LLM\n",
    "# model = GPT4-V or LLaVA\n",
    "\n",
    "# RAG pipeline\n",
    "chain = (\n",
    "    {\"context\": retriever, \"question\": RunnablePassthrough()}\n",
    "    | prompt\n",
    "    | model\n",
    "    | StrOutputParser()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ea8414a8-65ee-4e11-8154-029b454f46af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The performance of LLaMA across multiple image domains/subjects is as follows: In the Natural Science (NAT) subject, it scored 84.37. In the Social Science (SOC) subject, it scored 88.30. In the Language Science (LAN) subject, it scored 84.36. In the Text Context (TXT) subject, it scored 83.72. In the Image Context (IMG) subject, it scored 80.32. In the No Context (NO) subject, it scored 86.90. For grades 1-6 (G1-6), it scored 85.83 and for grades 7-12 (G7-12), it scored 84.05. The average score was 85.19.'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain.invoke(\n",
    "    \"What is the performance of LLaVa across across multiple image domains / subjects?\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ce57b80-fbd0-47f3-817f-6549a0409f51",
   "metadata": {},
   "source": [
    "We can check the [trace](https://smith.langchain.com/public/85a7180e-0dd1-44d9-996f-6cb9c6f53205/r) to see retrieval of tables and text."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e88f0bc7-81fb-4883-a021-58734a74411b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The text provides an example of a playful and creative image. The image features a close-up of a tray filled with various pieces of fried chicken. The chicken pieces are arranged in a way that resembles a map of the world, with some pieces placed in the shape of continents and others as countries. The arrangement of the chicken pieces creates a visually appealing and playful representation of the world, making it an interesting and creative presentation.'"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain.invoke(\"Explain images / figures with playful and creative examples.\")"
   ]
  }
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